{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import os\n",
    "import matplotlib.font_manager as fm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 读取附件1至附件4的数据\n",
    "# 附件1-4为原版赛题文件 因文件字节限制故为放至压缩包内\n",
    "original_1 = pd.read_excel('附件1.xlsx')\n",
    "original_2 = pd.read_excel('附件2.xlsx')\n",
    "original_3 = pd.read_excel('附件3.xlsx')\n",
    "original_4 = pd.read_excel('附件4.xlsx')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 合并data_1和data_2\n",
    "merged_data = pd.merge(original_1, original_2, on='单品编码', how='outer')\n",
    "\n",
    "merged_data['销售日期'] = pd.to_datetime(merged_data['销售日期'])\n",
    "merged_data['销售月份'] = merged_data['销售日期'].dt.to_period('M')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 按照单品名称进行分组，计算每个单品的销售量\n",
    "sales_by_Single = merged_data.groupby('单品名称')['销量(千克)'].sum()\n",
    "# 按照分类名称进行分组，计算每个单品的销售量\n",
    "sales_by_Catagory = merged_data.groupby('分类名称')['销量(千克)'].sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 按照时间顺序排序\n",
    "merged_data.sort_values('销售日期', inplace=True)\n",
    "\n",
    "# 按照单品名称和日期进行分组，计算销售总量\n",
    "sales_by_Single_and_Date = merged_data.groupby(['单品名称', '销售日期'])['销量(千克)'].sum()\n",
    "\n",
    "# 重塑数据，按照时间顺序排序\n",
    "sales_by_Single_and_Date = sales_by_Single_and_Date.unstack('单品名称')\n",
    "sales_by_Single_and_Date.sort_index(axis=1, inplace=True)\n",
    "sales_by_Single_and_Date = sales_by_Single_and_Date.fillna(0)\n",
    "# 导出到Excel\n",
    "sales_by_Single_and_Date.to_excel('./results/销售量按单品-日统计.xlsx')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 按照时间顺序排序\n",
    "merged_data.sort_values('销售月份', inplace=True)\n",
    "\n",
    "# 按照单品名称和月份进行分组，计算销售总量\n",
    "sales_by_Single_and_Month = merged_data.groupby(['单品名称', '销售月份'])['销量(千克)'].sum()\n",
    "\n",
    "# 重塑数据，按照时间顺序排序\n",
    "sales_by_Single_and_Month = sales_by_Single_and_Month.unstack('单品名称')\n",
    "sales_by_Single_and_Month.sort_index(axis=1, inplace=True)\n",
    "sales_by_Single_and_Month = sales_by_Single_and_Month.fillna(0)\n",
    "\n",
    "# 导出到Excel\n",
    "sales_by_Single_and_Month.to_excel('./results/销售量按单品-月统计.xlsx')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 按照时间顺序排序\n",
    "merged_data.sort_values('销售日期', inplace=True)\n",
    "\n",
    "# 按照品类名称和日期进行分组，计算销售总量\n",
    "sales_by_Catagory_and_Date = merged_data.groupby(['分类名称', '销售日期'])['销量(千克)'].sum()\n",
    "\n",
    "# 重塑数据，按照时间顺序排序\n",
    "sales_by_Catagory_and_Date = sales_by_Catagory_and_Date.unstack('分类名称')\n",
    "sales_by_Catagory_and_Date.sort_index(axis=1, inplace=True)\n",
    "sales_by_Catagory_and_Date = sales_by_Catagory_and_Date.fillna(0)\n",
    "\n",
    "# 导出到Excel\n",
    "sales_by_Catagory_and_Date.to_excel('./results/销售量按分类-日统计.xlsx')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 按照时间顺序排序\n",
    "merged_data.sort_values('销售日期', inplace=True)\n",
    "\n",
    "# 按照品类名称和月份进行分组，计算销售总量\n",
    "sales_by_Catagory_and_Month = merged_data.groupby(['分类名称', '销售月份'])['销量(千克)'].sum()\n",
    "\n",
    "# 重塑数据，按照时间顺序排序\n",
    "sales_by_Catagory_and_Month = sales_by_Catagory_and_Month.unstack('分类名称')\n",
    "sales_by_Catagory_and_Month.sort_index(axis=1, inplace=True)\n",
    "sales_by_Catagory_and_Month = sales_by_Catagory_and_Month.fillna(0)\n",
    "# 导出到Excel\n",
    "sales_by_Catagory_and_Month.to_excel('./results/销售量按分类-月统计.xlsx')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import matplotlib\n",
    "\n",
    "# 指定中文字体\n",
    "matplotlib.rcParams['font.sans-serif'] = ['SimHei']\n",
    "\n",
    "# 设置图形的大小为10x6英寸\n",
    "plt.figure(figsize=(10, 6))\n",
    "\n",
    "# 只选择销量前10的数据\n",
    "top20_sales = sales_by_Single.nlargest(10)\n",
    "\n",
    "# 绘制柱状图\n",
    "plt.bar(top20_sales.index, top20_sales.values)\n",
    "\n",
    "# 设置x轴标签的字体样式，并将标签旋转45度\n",
    "plt.xticks(rotation=45, size=16)\n",
    "\n",
    "# 设置x轴标签的文字内容以及字体样式\n",
    "plt.xlabel('单品名称')\n",
    "\n",
    "# 设置y轴标签的文字内容以及字体样式\n",
    "plt.ylabel('销售量（千克）')\n",
    "\n",
    "# 设置图形的标题以及字体样式\n",
    "plt.title('蔬菜单品销售量分布（前10）')\n",
    "\n",
    "# 保存图形为PNG格式文件，设定dpi为300以获得更高的分辨率，并通过bbox_inches='tight'参数确保保存整个图形\n",
    "plt.savefig('./results/单品销量前10图.png', dpi=300, bbox_inches='tight')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 设置图形的大小为10x6英寸\n",
    "plt.figure(figsize=(10, 6))\n",
    "\n",
    "# 绘制柱状图\n",
    "plt.bar(sales_by_Catagory.index, sales_by_Catagory.values)\n",
    "\n",
    "# 设置x轴标签的字体样式，并将标签旋转45度\n",
    "plt.xticks(rotation=45, size=16)\n",
    "\n",
    "# 设置x轴标签的文字内容以及字体样式\n",
    "plt.xlabel('分类名称')\n",
    "\n",
    "# 设置y轴标签的文字内容以及字体样式\n",
    "plt.ylabel('销售量（千克）')\n",
    "\n",
    "# 设置图形的标题以及字体样式\n",
    "plt.title('蔬菜各品类销售量分布')\n",
    "\n",
    "# 保存图形为PNG格式文件，设定dpi为300以获得更高的分辨率，并通过bbox_inches='tight'参数确保保存整个图形\n",
    "plt.savefig('./results/品类销量图.png', dpi=300, bbox_inches='tight')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.4"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
